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» A Measure of Decision Flexibility
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FLAIRS
2010
14 years 1 months ago
Mining Actionable Patterns
We propose a generic framework that uses utility in decision making to drive the data mining process. We use concepts from meta-learning and build on earlier work by Elovici and B...
Prabakararaj Swapna Raj, Ravindran Balaraman
IFIP
2009
Springer
14 years 5 months ago
Quantifying the Uncertainty in Measurements for MBAC
Abstract. In Measurement Based Admission Control (MBAC), the decision of accepting or rejecting a new flow is based on measurements of the current traffic situation. An in-depth u...
Anne Nevin, Peder J. Emstad, Yuming Jiang, Guoqian...
DAGM
2004
Springer
14 years 4 months ago
A Semantic Typicality Measure for Natural Scene Categorization
We propose an approach to categorize real-world natural scenes based on a semantic typicality measure. The proposed typicality measure allows to grade the similarity of an image wi...
Julia Vogel, Bernt Schiele
ICDCSW
2007
IEEE
14 years 5 months ago
Using a Context Quality Measure for Improving Smart Appliances
Many Ubicomp appliances require the recognition of context. Existing context systems do not provide information about the quality of the context recognizied to the appliance at ru...
Martin Berchtold, Christian Decker, Till Riedel, T...
ML
2010
ACM
147views Machine Learning» more  ML 2010»
13 years 6 months ago
An ensemble uncertainty aware measure for directed hill climbing ensemble pruning
This paper proposes a new measure for ensemble pruning via directed hill climbing, dubbed Uncertainty Weighted Accuracy (UWA), which takes into account the uncertainty of the decis...
Ioannis Partalas, Grigorios Tsoumakas, Ioannis P. ...